diff --git a/.github/workflows/pip-compile-merge.yml b/.github/workflows/pip-compile-merge.yml
new file mode 100644
index 00000000..378fb268
--- /dev/null
+++ b/.github/workflows/pip-compile-merge.yml
@@ -0,0 +1,23 @@
+on:
+  workflow_dispatch: {}
+  schedule:
+  - cron: "20 20 * * 2"
+
+name: "pip-compile: merge PR"
+jobs:
+ pip_compile_merge:
+   name: pip-compile automerge
+   runs-on: ubuntu-latest
+   steps:
+    - name: Look up pull request
+      uses: juliangruber/find-pull-request-action@v1
+      id: find-pull-request
+      with:
+        branch: deps/pip-compile
+    - name: Merge Pull Request
+      uses: juliangruber/merge-pull-request-action@v1
+      with:
+        github-token: ${{ secrets.GITHUB_TOKEN }}
+        number: ${{ steps.find-pull-request.outputs.number }}
+        method: merge
+      if: ${{ steps.find-pull-request.outputs.number }}
diff --git a/.github/workflows/pip-compile.yml b/.github/workflows/pip-compile.yml
new file mode 100644
index 00000000..49165f11
--- /dev/null
+++ b/.github/workflows/pip-compile.yml
@@ -0,0 +1,55 @@
+on:
+  workflow_dispatch: {}
+  schedule:
+  - cron: "20 20 * * 0"
+
+name: "pip-compile: create PR"
+jobs:
+ pip_compile:
+   name: pip-compile
+   runs-on: ubuntu-latest
+   steps:
+     - name: Setup Python
+       uses: actions/setup-python@v2
+       with:
+         # TODO: multi-version support
+         python-version: 3.8
+
+     
+     - name: pip-compile
+       uses: technote-space/create-pr-action@v2
+       with:
+         EXECUTE_COMMANDS: |
+           pip install pip-tools
+           pip-compile -U --generate-hashes requirements.in
+           pip-compile -U --generate-hashes test-requirements.in
+           
+         COMMIT_MESSAGE: 'chore: scheduled pip-compile'
+         COMMIT_NAME: 'GitHub Actions'
+         COMMIT_EMAIL: 'noreply@github.com'
+         PR_BRANCH_PREFIX: deps/
+         PR_BRANCH_NAME: 'pip-compile'
+         PR_TITLE: 'chore: scheduled pip-compile'
+         PR_BODY: '## Update dependencies
+
+  This is a scheduled update of Python dependencies within this repo managed by pip-compile.
+
+  This change will be submitted automatically within a few days if all checks have
+  succeeded.'
+
+
+     - name: Look up pull request
+       uses: juliangruber/find-pull-request-action@v1
+       id: find-pull-request
+       with:
+         branch: deps/pip-compile
+
+     # Immediately approve it if we can so it can be merged later
+     - name: Approve Pull Request
+       uses: juliangruber/approve-pull-request-action@v1
+       with:
+         github-token: ${{ secrets.APPROVAL_TOKEN }}
+         number: ${{ steps.find-pull-request.outputs.number }}
+       # allow errors because token may be unset.
+       continue-on-error: true
+       if: ${{ steps.find-pull-request.outputs.number }}